{"id":1080,"date":"2020-12-16T18:33:17","date_gmt":"2020-12-16T17:33:17","guid":{"rendered":"https:\/\/ailio.de\/4-ai-trends-that-will-shape-digital-roadmaps-in-2022\/"},"modified":"2022-09-10T00:23:49","modified_gmt":"2022-09-09T23:23:49","slug":"4-ai-trends-that-will-shape-digital-roadmaps-in-2022","status":"publish","type":"post","link":"https:\/\/ailio.de\/en\/4-ai-trends-that-will-shape-digital-roadmaps-in-2022\/","title":{"rendered":"4 AI trends that will shape digital roadmaps in 2022"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1080\" class=\"elementor elementor-1080 elementor-816\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f2921ac elementor-section-full_width elementor-hidden-phone elementor-section-height-default elementor-section-height-default\" data-id=\"f2921ac\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div 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class=\"elementor-sub-item\">Apache Kafka Event Streaming<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1677\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-item\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1679\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-sub-item\">Blog<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1675\"><a href=\"https:\/\/ailio.de\/en\/jobs\/\" class=\"elementor-sub-item\">Jobs<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1817\"><a href=\"https:\/\/ailio.de\/en\/#contact\" class=\"elementor-item elementor-item-anchor\">> Potential Analysis<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t<div class=\"elementor-menu-toggle\" role=\"button\" 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href=\"https:\/\/ailio.de\/en\/apache-kafka-event-streaming\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Apache Kafka Event Streaming<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-1677\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-item\" tabindex=\"-1\">Ressources<\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1679\"><a href=\"https:\/\/ailio.de\/en\/blog\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Blog<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-1675\"><a href=\"https:\/\/ailio.de\/en\/jobs\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Jobs<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-1817\"><a href=\"https:\/\/ailio.de\/en\/#contact\" class=\"elementor-item elementor-item-anchor\" tabindex=\"-1\">> Potential Analysis<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/header>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5fddf9d elementor-section-full_width elementor-hidden-desktop elementor-hidden-tablet elementor-section-height-default elementor-section-height-default\" data-id=\"5fddf9d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-642efc9\" data-id=\"642efc9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap 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elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M761.9,44.1L643.1,27.2L333.8,98L0,3.8V0l1000,0v3.9\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e354314\" data-id=\"e354314\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b0f9ad7 elementor-widget elementor-widget-post-info\" data-id=\"b0f9ad7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-c40290d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-user-alt\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tAleksander Fegel\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-51fc0a2 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-calendar-check\"><\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>16\/12\/2020<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2918c5 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"f2918c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">4 AI trends that will shape digital roadmaps in 2022<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/header>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-493fbacc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"493fbacc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4bbe4a1a\" data-id=\"4bbe4a1a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-76f44ab elementor-widget elementor-widget-image\" data-id=\"76f44ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1233\" height=\"872\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/12\/Unbenannt.png\" class=\"attachment-full size-full wp-image-1037\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2020\/12\/Unbenannt.png 1233w, https:\/\/ailio.de\/wp-content\/uploads\/2020\/12\/Unbenannt-300x212.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2020\/12\/Unbenannt-1024x724.png 1024w, https:\/\/ailio.de\/wp-content\/uploads\/2020\/12\/Unbenannt-768x543.png 768w\" sizes=\"(max-width: 1233px) 100vw, 1233px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53c4b6fd elementor-widget elementor-widget-text-editor\" data-id=\"53c4b6fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>In 2020, digitization experienced a huge prioritization, as many companies were no longer operational without it. However, the digitized aspects were often basic topics such as virtual communication and home office. For 2021, future topics and innovations will again be on the agenda of many companies. Particularly in the AI and data science area, investments were often put on hold because they were usually about automating and optimizing processes that were already working. So in the middle of the crisis optional. However, the following 4 points are in focus for 2021:<\/p><p><span style=\"color: inherit; font-family: inherit; font-size: 2rem; letter-spacing: var( --e-global-typography-text-letter-spacing );\">1. sales optimization<\/span><\/p><p>This trend is characterized in particular by the fact that almost every company can use it for itself. In essence, it is about finding out which customer has to be offered which product at which time via which channel in order to sell as much as possible. In a further step, we can also think in terms of optimizing margins and inventories as soon as the basis is in place. With the exception of companies that generate extremely few sales, but in high volumes and have highly complex products (usually B2B solution sales), almost all companies from the mid-market upwards can benefit from sales optimization. Here, artificial intelligence uses historical and future-generated data to make predictions about optimal sales processes and learns from mistakes and feedback.<\/p><h2>2. data budget<\/h2><p>After having dealt with basic digital topics such as the introduction of Microsoft Teams or similar in 2020, many companies want to put future and innovation topics on the agenda. It often turns out that data quality, capture, warehousing and many other construction sites are insufficiently prepared for future technologies such as artificial intelligence. Accordingly, the first steps for enabling future projects include optimizing data collection processes, automating the exchange of data with partners via interfaces, establishing a centralized and high-quality data collection point, and much more.<\/p><h2>3. QA automation<\/h2><p>It is hard to imagine software development without automated testing and no company that wants to maintain a stable and scalable platform ignores this trend. AI is currently creating many startups that automate the generation of these automated tests. Proof-of-concepts are also increasingly being developed in industry and production, using high-resolution video cameras to automate QA processes that are currently still performed manually by employees.<\/p><h2>4. comprehensible AI and data science decision making<\/h2><p>Due to legislative initiatives and various publicly discussed incidents in the past (AI allegedly making discriminatory decisions based on origin), the traceability of these complex decision-making processes is increasingly coming to the fore. Especially when an AI person&#8217;s decision may deny them insurance, funding, or medicine, or when lives may be at stake in automated driving. However, even in the general development of less polarizing topics, people are increasingly concerned with traceability in order to detect errors and optimize quality.<\/p><h2>Author<\/h2><p>This article was written by Aleksander Fegel. Aleksander has been managing director at Ailio for over 5 years. He advises our partners and customers on topics related to AI, data science, agility and digitalization. Alex also loves golden retrievers.<\/p><div class=\"elementor-element elementor-element-53c4b6fd elementor-widget elementor-widget-text-editor\" data-id=\"53c4b6fd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-text-editor elementor-clearfix\"><h2>Do you want to address these issues?<\/h2><p>Ailio GmbH is a Bielefeld-based service provider specializing in data science and artificial intelligence. We advise in both areas and unleash the potential of data that is currently lying fallow in German SMEs. In doing so, we take a cost-optimizing and risk-minimizing approach. If you are interested, please contact us directly!<\/p><\/div><\/div><\/div><div class=\"elementor-element elementor-element-7081a2e elementor-post-navigation-borders-yes elementor-widget elementor-widget-post-navigation\" data-id=\"7081a2e\" data-element_type=\"widget\" data-widget_type=\"post-navigation.default\"><div class=\"elementor-widget-container\"><div class=\"elementor-post-navigation\"><div class=\"elementor-post-navigation__prev elementor-post-navigation__link\"> <\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f71bdf elementor-widget elementor-widget-template\" data-id=\"1f71bdf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"section\" data-elementor-id=\"1191\" class=\"elementor elementor-1191 elementor-888 elementor-888\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-86123eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"86123eb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d3d9712\" data-id=\"d3d9712\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0d677eb elementor-cta--skin-cover elementor-cta--valign-bottom elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"0d677eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/ailio.de\/wp-content\/uploads\/2020\/07\/DanielBrokmeier.jpg);\" role=\"img\" aria-label=\"DanielBrokmeier\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--enter-from-left\">\n\t\t\t\t\t\tDaniel Brokmeier\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--enter-from-left\">\n\t\t\t\t\t\t<p>Head of New Business Development<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item elementor-animated-item--enter-from-left\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-xs\" href=\"mailto:dbrokmeier@ailio.de\">\n\t\t\t\t\t\tContact\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-070105b\" data-id=\"070105b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-15aeec3 elementor-widget elementor-widget-text-editor\" data-id=\"15aeec3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Do you want to work with us to bring the potential in your data to life? Then we should talk!<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb907db elementor-widget__width-inherit elementor-align-justify elementor-tablet-align-center elementor-mobile-align-justify elementor-widget elementor-widget-button\" data-id=\"cb907db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-xs elementor-animation-grow\" href=\"https:\/\/calendly.com\/dbrokmeier\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Arrange appointment  &gt;<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-32453e9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"32453e9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-36aca32\" data-id=\"36aca32\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-77c662e elementor-cta--skin-cover elementor-cta--valign-bottom elementor-hidden-tablet elementor-hidden-mobile elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in elementor-widget elementor-widget-call-to-action\" data-id=\"77c662e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/ailio.de\/wp-content\/uploads\/2022\/06\/data-science-Projekt-starten.png);\" role=\"img\" aria-label=\"data science Projekt starten\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item elementor-animated-item--enter-from-left\">\n\t\t\t\t\t\tUse cases for the application of AI in industry, manufacturing and mechanical engineering\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item elementor-animated-item--enter-from-left\">\n\t\t\t\t\t\t<p>Concrete figures for costs , ROI, scope and duration for the use of AI and data science.<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item elementor-animated-item--enter-from-left\">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-xs\" href=\"https:\/\/ailio.de\/#kontakt\">\n\t\t\t\t\t\tDownload\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7081a2e elementor-post-navigation-borders-yes elementor-widget elementor-widget-post-navigation\" data-id=\"7081a2e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-navigation.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation\" role=\"navigation\" aria-label=\"Post Navigation\">\n\t\t\t<div class=\"elementor-post-navigation__prev elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/ailio.de\/en\/how-can-i-recognize-a-good-software-service-provider\/\" rel=\"prev\"><span class=\"elementor-post-navigation__link__prev\"><span class=\"post-navigation__prev--label\">back<\/span><span class=\"post-navigation__prev--title\">How can I recognize a good software service provider?<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-post-navigation__separator-wrapper\">\n\t\t\t\t\t<div class=\"elementor-post-navigation__separator\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-post-navigation__next elementor-post-navigation__link\">\n\t\t\t\t<a href=\"https:\/\/ailio.de\/en\/4-important-success-factors-for-data-science-projects-in-your-company\/\" rel=\"next\"><span class=\"elementor-post-navigation__link__next\"><span class=\"post-navigation__next--label\">more<\/span><span class=\"post-navigation__next--title\">4 important success factors for data science projects in your company<\/span><\/span><\/a>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1235a8d elementor-section-height-min-height elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"1235a8d\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8454abe\" data-id=\"8454abe\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ff048b5 elementor-posts--align-left elementor-grid-tablet-1 elementor-grid-3 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-posts--show-avatar elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"ff048b5\" data-element_type=\"widget\" data-e-type=\"widget\" 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class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ailio.de\/en\/the-achilles-heel-of-rag-systems-how-prompts-are-smuggled-in-and-how-to-protect-yourself\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-300x169.png\" class=\"attachment-medium size-medium wp-image-2299\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-300x169.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-1024x576.png 1024w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-768x432.png 768w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-1536x864.png 1536w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/security-in-rag-systemen-2048x1152.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Aleksander Fegel' src='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=128&#038;d=wp_user_avatar&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=256&#038;d=wp_user_avatar&#038;r=g 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ailio.de\/en\/the-achilles-heel-of-rag-systems-how-prompts-are-smuggled-in-and-how-to-protect-yourself\/\" >\n\t\t\t\tThe security Achilles heel of RAG systems: How prompts are smuggled in (and how to protect yourself)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Retrieval Augmented Generation (RAG) systems are revolutionizing how we interact with information. By combining Large Language Models (LLMs) with external knowledge databases, they provide more<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ailio.de\/en\/the-achilles-heel-of-rag-systems-how-prompts-are-smuggled-in-and-how-to-protect-yourself\/\" aria-label=\"Read more about The security Achilles heel of RAG systems: How prompts are smuggled in (and how to protect yourself)\" tabindex=\"-1\" >\n\t\t\tread more &gt;\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tAleksander Fegel\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 6, 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-2296 post type-post status-publish format-standard has-post-thumbnail hentry category-data-science-applications category-databricks-en tag-ai-use-cases-industry tag-artificial-intelligence-manufacturing-examples tag-data-lakehouse-en tag-databricks-en tag-generative-design tag-industrial-ai-en tag-industry-4-0 tag-machine-learning-en tag-predictive-maintenance-en tag-production-optimization tag-quality-control tag-supply-chain-optimization\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ailio.de\/en\/industrial-ai-the-top-5-ai-use-cases-that-will-revolutionize-your-manufacturing-with-databricks-lakehouse-power\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-300x169.png\" class=\"attachment-medium size-medium wp-image-2295\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-300x169.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-1024x576.png 1024w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-768x432.png 768w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-1536x864.png 1536w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/05\/industrial-ai-usecases-databricks-2048x1152.png 2048w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Aleksander Fegel' src='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=128&#038;d=wp_user_avatar&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=256&#038;d=wp_user_avatar&#038;r=g 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ailio.de\/en\/industrial-ai-the-top-5-ai-use-cases-that-will-revolutionize-your-manufacturing-with-databricks-lakehouse-power\/\" >\n\t\t\t\tIndustrial AI: The top 5 AI use cases that will revolutionize your manufacturing (with Databricks &amp; Lakehouse Power)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>The manufacturing industry is on the threshold of a new era &#8211; driven by the power of artificial intelligence (AI) and the concept of Industry<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ailio.de\/en\/industrial-ai-the-top-5-ai-use-cases-that-will-revolutionize-your-manufacturing-with-databricks-lakehouse-power\/\" aria-label=\"Read more about Industrial AI: The top 5 AI use cases that will revolutionize your manufacturing (with Databricks &amp; Lakehouse Power)\" tabindex=\"-1\" >\n\t\t\tread more &gt;\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tAleksander Fegel\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 6, 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-2292 post type-post status-publish format-standard has-post-thumbnail hentry category-data-science-applications tag-ai-en tag-artificial-intelligence tag-business-intelligence-en tag-data-analysis tag-decision-making tag-digitization tag-innovation-en tag-machine-learning-explanation tag-predictive-analytics-en tag-reinforcement-learning-en tag-supervised-learning-en tag-what-is-ml\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/ailio.de\/en\/machine-learning-explanation-for-decision-makers-what-your-company-needs-to-know-about-ml\/\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"169\" src=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-300x169.png\" class=\"attachment-medium size-medium wp-image-2290\" alt=\"\" srcset=\"https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-300x169.png 300w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-1024x576.png 1024w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-768x432.png 768w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider-1536x864.png 1536w, https:\/\/ailio.de\/wp-content\/uploads\/2025\/04\/machine-learning-einfach-erklaert-fuer-entscheider.png 1960w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__avatar\">\n\t\t\t<img alt='Aleksander Fegel' src='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=128&#038;d=wp_user_avatar&#038;r=g' srcset='https:\/\/secure.gravatar.com\/avatar\/e4d2d1345eb759c01f494bfa4e3f34e1b2b0bdcfc6dd43a0241eef44fd5c9309?s=256&#038;d=wp_user_avatar&#038;r=g 2x' class='avatar avatar-128 photo' height='128' width='128' \/>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/ailio.de\/en\/machine-learning-explanation-for-decision-makers-what-your-company-needs-to-know-about-ml\/\" >\n\t\t\t\tMachine learning explanation for decision-makers: What your company needs to know about ML\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Artificial intelligence (AI) and machine learning (ML) are on everyone&#8217;s lips. They promise to revolutionize industries, optimize processes and create completely new business opportunities. But<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/ailio.de\/en\/machine-learning-explanation-for-decision-makers-what-your-company-needs-to-know-about-ml\/\" aria-label=\"Read more about Machine learning explanation for decision-makers: What your company needs to know about ML\" tabindex=\"-1\" >\n\t\t\tread more &gt;\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tAleksander Fegel\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 17, 2025\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3c5a4fe elementor-section-full_width elementor-section-height-default elementor-section-height-default\" 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However, the digitized aspects were often basic topics such as virtual communication and home office. For 2021, future topics and innovations will again be on the agenda of many companies. Particularly in the AI and data science area, investments [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":1037,"comment_status":"closed","ping_status":"open","sticky":false,"template":"elementor_canvas","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[91],"class_list":["post-1080","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-theme-1","tag-ailio"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>4 AI trends that will shape digital roadmaps in 2022 - Ailio<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ailio.de\/en\/4-ai-trends-that-will-shape-digital-roadmaps-in-2022\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"4 AI trends that will shape digital roadmaps in 2022 - Ailio\" \/>\n<meta property=\"og:description\" content=\"In 2020, digitization experienced a huge prioritization, as many companies were no longer operational without it. 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